Overview

Dataset statistics

Number of variables15
Number of observations68629
Missing cells52571
Missing cells (%)5.1%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory8.4 MiB
Average record size in memory128.0 B

Variable types

Numeric15

Alerts

ld_std_ask_price1 is highly overall correlated with ld_std_ask_price2 and 5 other fieldsHigh correlation
ld_std_ask_price2 is highly overall correlated with ld_std_ask_price1 and 5 other fieldsHigh correlation
ld_std_ask_size1 is highly overall correlated with ld_std_ask_size2 and 2 other fieldsHigh correlation
ld_std_ask_size2 is highly overall correlated with ld_std_ask_size1 and 6 other fieldsHigh correlation
ld_std_bid_ask_1 is highly overall correlated with ld_std_bid_ask_2High correlation
ld_std_bid_ask_2 is highly overall correlated with ld_std_ask_size2 and 2 other fieldsHigh correlation
ld_std_bid_price1 is highly overall correlated with ld_std_ask_price1 and 5 other fieldsHigh correlation
ld_std_bid_price2 is highly overall correlated with ld_std_ask_price1 and 5 other fieldsHigh correlation
ld_std_bid_size1 is highly overall correlated with ld_std_ask_size2 and 2 other fieldsHigh correlation
ld_std_bid_size2 is highly overall correlated with ld_std_ask_size1 and 6 other fieldsHigh correlation
ld_std_volume_overall is highly overall correlated with ld_std_ask_size1 and 5 other fieldsHigh correlation
ld_std_wap_1 is highly overall correlated with ld_std_ask_price1 and 8 other fieldsHigh correlation
ld_std_wap_2 is highly overall correlated with ld_std_ask_price1 and 8 other fieldsHigh correlation
target_value is highly overall correlated with ld_std_ask_price1 and 5 other fieldsHigh correlation
ld_std_volume_difference has 52571 (76.6%) missing valuesMissing
ld_std_bid_size1 has unique valuesUnique
ld_std_ask_size1 has unique valuesUnique
ld_std_bid_size2 has unique valuesUnique
ld_std_ask_size2 has unique valuesUnique
ld_std_wap_1 has unique valuesUnique
ld_std_wap_2 has unique valuesUnique
ld_std_volume_overall has unique valuesUnique

Reproduction

Analysis started2024-07-01 19:02:35.667229
Analysis finished2024-07-01 19:03:02.864666
Duration27.2 seconds
Software versionydata-profiling v4.8.3
Download configurationconfig.json

Variables

target_value
Real number (ℝ)

HIGH CORRELATION 

Distinct68228
Distinct (%)99.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0038878538
Minimum0.000112782
Maximum0.051954939
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:02.966265image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0.000112782
5-th percentile0.0011688978
Q10.002030894
median0.003060147
Q30.004733416
95-th percentile0.0094920512
Maximum0.051954939
Range0.051842157
Interquartile range (IQR)0.002702522

Descriptive statistics

Standard deviation0.0029421081
Coefficient of variation (CV)0.7567435
Kurtosis13.636917
Mean0.0038878538
Median Absolute Deviation (MAD)0.001223305
Skewness2.7721908
Sum266.81952
Variance8.6560001 × 10-6
MonotonicityNot monotonic
2024-07-01T15:03:03.126294image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.004125058 2
 
< 0.1%
0.002760894 2
 
< 0.1%
0.001727059 2
 
< 0.1%
0.004879351 2
 
< 0.1%
0.003471 2
 
< 0.1%
0.001837649 2
 
< 0.1%
0.00106919 2
 
< 0.1%
0.001689191 2
 
< 0.1%
0.003476125 2
 
< 0.1%
0.001659372 2
 
< 0.1%
Other values (68218) 68609
> 99.9%
ValueCountFrequency (%)
0.000112782 1
< 0.1%
0.000145461 1
< 0.1%
0.000244148 1
< 0.1%
0.000276828 1
< 0.1%
0.00027703 1
< 0.1%
0.000289663 1
< 0.1%
0.000309087 1
< 0.1%
0.00031157 1
< 0.1%
0.000311773 1
< 0.1%
0.000312335 1
< 0.1%
ValueCountFrequency (%)
0.051954939 1
< 0.1%
0.04473676 1
< 0.1%
0.043173945 1
< 0.1%
0.042814297 1
< 0.1%
0.038972343 1
< 0.1%
0.038377884 1
< 0.1%
0.035858885 1
< 0.1%
0.035500722 1
< 0.1%
0.034833812 1
< 0.1%
0.033972923 1
< 0.1%

ld_std_bid_price1
Real number (ℝ)

HIGH CORRELATION 

Distinct68502
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00017314199
Minimum0
Maximum0.0031125466
Zeros19
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:03.279313image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile5.624656 × 10-5
Q19.1065653 × 10-5
median0.00013192813
Q30.00020281028
95-th percentile0.00042763595
Maximum0.0031125466
Range0.0031125466
Interquartile range (IQR)0.00011174462

Descriptive statistics

Standard deviation0.00014355986
Coefficient of variation (CV)0.82914522
Kurtosis28.877671
Mean0.00017314199
Median Absolute Deviation (MAD)4.9195733 × 10-5
Skewness3.8812831
Sum11.882562
Variance2.0609433 × 10-8
MonotonicityNot monotonic
2024-07-01T15:03:03.431445image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 19
 
< 0.1%
8.877857908 × 10-52
 
< 0.1%
0.0001403808274 2
 
< 0.1%
0.0001622102136 2
 
< 0.1%
8.602868184 × 10-52
 
< 0.1%
9.387564205 × 10-52
 
< 0.1%
0.0001322650496 2
 
< 0.1%
0.0001155319333 2
 
< 0.1%
8.924058784 × 10-52
 
< 0.1%
7.183026173 × 10-52
 
< 0.1%
Other values (68492) 68592
99.9%
ValueCountFrequency (%)
0 19
< 0.1%
1.167682331 × 10-51
 
< 0.1%
1.33054109 × 10-51
 
< 0.1%
1.368675476 × 10-51
 
< 0.1%
1.399539906 × 10-51
 
< 0.1%
1.419959881 × 10-51
 
< 0.1%
1.450853051 × 10-51
 
< 0.1%
1.461275315 × 10-51
 
< 0.1%
1.485567918 × 10-51
 
< 0.1%
1.494110802 × 10-51
 
< 0.1%
ValueCountFrequency (%)
0.003112546634 1
< 0.1%
0.002845618408 1
< 0.1%
0.002840477042 1
< 0.1%
0.002683021361 1
< 0.1%
0.002396022901 1
< 0.1%
0.00219399156 1
< 0.1%
0.002164484002 1
< 0.1%
0.002124978695 1
< 0.1%
0.002098735422 1
< 0.1%
0.002093555406 1
< 0.1%

ld_std_ask_price1
Real number (ℝ)

HIGH CORRELATION 

Distinct68511
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00017495087
Minimum0
Maximum0.0051478571
Zeros19
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:03.580878image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile5.63391 × 10-5
Q19.1600312 × 10-5
median0.00013261789
Q30.00020386792
95-th percentile0.00043776014
Maximum0.0051478571
Range0.0051478571
Interquartile range (IQR)0.00011226761

Descriptive statistics

Standard deviation0.00014918607
Coefficient of variation (CV)0.85273119
Kurtosis54.698632
Mean0.00017495087
Median Absolute Deviation (MAD)4.9555238 × 10-5
Skewness4.6965117
Sum12.006704
Variance2.2256483 × 10-8
MonotonicityNot monotonic
2024-07-01T15:03:03.762623image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 19
 
< 0.1%
0.0001405162475 2
 
< 0.1%
8.477630035 × 10-52
 
< 0.1%
0.0001168569288 2
 
< 0.1%
0.0001419887121 2
 
< 0.1%
7.699953858 × 10-52
 
< 0.1%
0.0001335382985 2
 
< 0.1%
9.60000325 × 10-52
 
< 0.1%
0.0001316934504 2
 
< 0.1%
8.582940791 × 10-52
 
< 0.1%
Other values (68501) 68592
99.9%
ValueCountFrequency (%)
0 19
< 0.1%
1.110569065 × 10-51
 
< 0.1%
1.330268788 × 10-51
 
< 0.1%
1.368323865 × 10-51
 
< 0.1%
1.402899943 × 10-51
 
< 0.1%
1.420803528 × 10-51
 
< 0.1%
1.422530841 × 10-51
 
< 0.1%
1.429950316 × 10-51
 
< 0.1%
1.466439062 × 10-51
 
< 0.1%
1.485455505 × 10-51
 
< 0.1%
ValueCountFrequency (%)
0.005147857126 1
< 0.1%
0.003688245546 1
< 0.1%
0.003492837073 1
< 0.1%
0.003189953044 1
< 0.1%
0.002844164846 1
< 0.1%
0.002738703974 1
< 0.1%
0.002629032359 1
< 0.1%
0.002528756624 1
< 0.1%
0.002507067053 1
< 0.1%
0.002354246797 1
< 0.1%

ld_std_bid_price2
Real number (ℝ)

HIGH CORRELATION 

Distinct68520
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00019050027
Minimum0
Maximum0.0037808092
Zeros19
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:03.910244image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile5.7437462 × 10-5
Q19.5521471 × 10-5
median0.00014185437
Q30.00022296523
95-th percentile0.00048441982
Maximum0.0037808092
Range0.0037808092
Interquartile range (IQR)0.00012744376

Descriptive statistics

Standard deviation0.00016924091
Coefficient of variation (CV)0.88840248
Kurtosis34.542234
Mean0.00019050027
Median Absolute Deviation (MAD)5.5830322 × 10-5
Skewness4.2405398
Sum13.073843
Variance2.8642487 × 10-8
MonotonicityNot monotonic
2024-07-01T15:03:04.065483image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 19
 
< 0.1%
0.0001469334238 2
 
< 0.1%
7.996243221 × 10-52
 
< 0.1%
7.749475481 × 10-52
 
< 0.1%
0.0003526294313 2
 
< 0.1%
0.0001851137495 2
 
< 0.1%
9.409853374 × 10-52
 
< 0.1%
0.0001162538538 2
 
< 0.1%
6.676712655 × 10-52
 
< 0.1%
7.361448661 × 10-52
 
< 0.1%
Other values (68510) 68592
99.9%
ValueCountFrequency (%)
0 19
< 0.1%
1.167388655 × 10-51
 
< 0.1%
1.33081312 × 10-51
 
< 0.1%
1.369380334 × 10-51
 
< 0.1%
1.399377743 × 10-51
 
< 0.1%
1.420231092 × 10-51
 
< 0.1%
1.450818763 × 10-51
 
< 0.1%
1.460961175 × 10-51
 
< 0.1%
1.485681605 × 10-51
 
< 0.1%
1.493882246 × 10-51
 
< 0.1%
ValueCountFrequency (%)
0.003780809231 1
< 0.1%
0.003235624172 1
< 0.1%
0.003151480108 1
< 0.1%
0.003122958122 1
< 0.1%
0.002946109278 1
< 0.1%
0.002945420332 1
< 0.1%
0.00284107076 1
< 0.1%
0.002812188119 1
< 0.1%
0.00277720578 1
< 0.1%
0.00265563 1
< 0.1%

ld_std_ask_price2
Real number (ℝ)

HIGH CORRELATION 

Distinct68499
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00019337495
Minimum0
Maximum0.0049444479
Zeros19
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:04.223012image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile5.7812028 × 10-5
Q19.6334079 × 10-5
median0.00014362368
Q30.0002250613
95-th percentile0.00049390789
Maximum0.0049444479
Range0.0049444479
Interquartile range (IQR)0.00012872722

Descriptive statistics

Standard deviation0.00017384717
Coefficient of variation (CV)0.89901596
Kurtosis40.539435
Mean0.00019337495
Median Absolute Deviation (MAD)5.6806952 × 10-5
Skewness4.3992334
Sum13.27113
Variance3.0222838 × 10-8
MonotonicityNot monotonic
2024-07-01T15:03:04.382118image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 19
 
< 0.1%
7.980124792 × 10-52
 
< 0.1%
0.0001358270092 2
 
< 0.1%
0.0001628818864 2
 
< 0.1%
0.0001220228005 2
 
< 0.1%
0.0001583105623 2
 
< 0.1%
0.0001870383858 2
 
< 0.1%
0.0001424738293 2
 
< 0.1%
0.0001058513735 2
 
< 0.1%
0.0003276618372 2
 
< 0.1%
Other values (68489) 68592
99.9%
ValueCountFrequency (%)
0 19
< 0.1%
1.110304675 × 10-51
 
< 0.1%
1.330190207 × 10-51
 
< 0.1%
1.3680763 × 10-51
 
< 0.1%
1.403150145 × 10-51
 
< 0.1%
1.41980654 × 10-51
 
< 0.1%
1.421401339 × 10-51
 
< 0.1%
1.430487009 × 10-51
 
< 0.1%
1.466756567 × 10-51
 
< 0.1%
1.484861423 × 10-51
 
< 0.1%
ValueCountFrequency (%)
0.004944447894 1
< 0.1%
0.003862201469 1
< 0.1%
0.003440321889 1
< 0.1%
0.003408104414 1
< 0.1%
0.003108011791 1
< 0.1%
0.003000094322 1
< 0.1%
0.002845710376 1
< 0.1%
0.002771146828 1
< 0.1%
0.002714247443 1
< 0.1%
0.002619737526 1
< 0.1%

ld_std_bid_size1
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct68629
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.1965565
Minimum0.0068416619
Maximum2.9747952
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:04.529774image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0.0068416619
5-th percentile0.55132067
Q10.92725907
median1.2101419
Q31.4683355
95-th percentile1.8054909
Maximum2.9747952
Range2.9679536
Interquartile range (IQR)0.54107646

Descriptive statistics

Standard deviation0.38388727
Coefficient of variation (CV)0.3208267
Kurtosis-0.19786453
Mean1.1965565
Median Absolute Deviation (MAD)0.2699603
Skewness-0.069420516
Sum82118.477
Variance0.14736944
MonotonicityNot monotonic
2024-07-01T15:03:04.674803image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1.14344429 1
 
< 0.1%
1.740280381 1
 
< 0.1%
1.367050564 1
 
< 0.1%
1.470401206 1
 
< 0.1%
1.524807208 1
 
< 0.1%
1.142498585 1
 
< 0.1%
1.926850274 1
 
< 0.1%
1.314129695 1
 
< 0.1%
1.029905254 1
 
< 0.1%
1.123148512 1
 
< 0.1%
Other values (68619) 68619
> 99.9%
ValueCountFrequency (%)
0.006841661873 1
< 0.1%
0.01012264485 1
< 0.1%
0.01913532836 1
< 0.1%
0.02323117119 1
< 0.1%
0.02667956457 1
< 0.1%
0.03562631796 1
< 0.1%
0.0361654355 1
< 0.1%
0.03642605282 1
< 0.1%
0.03990642535 1
< 0.1%
0.04049498139 1
< 0.1%
ValueCountFrequency (%)
2.974795226 1
< 0.1%
2.922383494 1
< 0.1%
2.915309618 1
< 0.1%
2.798097772 1
< 0.1%
2.794928544 1
< 0.1%
2.787534462 1
< 0.1%
2.784510956 1
< 0.1%
2.776839366 1
< 0.1%
2.754316447 1
< 0.1%
2.739419123 1
< 0.1%

ld_std_ask_size1
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct68629
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.1795025
Minimum0.0063968603
Maximum3.0297706
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:04.820525image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0.0063968603
5-th percentile0.54318133
Q10.91624015
median1.1889469
Q31.4475796
95-th percentile1.7843524
Maximum3.0297706
Range3.0233737
Interquartile range (IQR)0.5313394

Descriptive statistics

Standard deviation0.37944789
Coefficient of variation (CV)0.32170164
Kurtosis-0.17273226
Mean1.1795025
Median Absolute Deviation (MAD)0.26606996
Skewness-0.051921764
Sum80948.076
Variance0.1439807
MonotonicityNot monotonic
2024-07-01T15:03:04.968497image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1.424793244 1
 
< 0.1%
1.196829898 1
 
< 0.1%
1.316612079 1
 
< 0.1%
1.483292193 1
 
< 0.1%
0.8862270676 1
 
< 0.1%
1.226625166 1
 
< 0.1%
1.553646222 1
 
< 0.1%
1.555635534 1
 
< 0.1%
1.197569003 1
 
< 0.1%
1.25601571 1
 
< 0.1%
Other values (68619) 68619
> 99.9%
ValueCountFrequency (%)
0.006396860319 1
< 0.1%
0.0143030782 1
< 0.1%
0.01995120136 1
< 0.1%
0.02146569989 1
< 0.1%
0.02224496531 1
< 0.1%
0.02325570038 1
< 0.1%
0.02537015402 1
< 0.1%
0.0274907446 1
< 0.1%
0.02777868466 1
< 0.1%
0.03237542005 1
< 0.1%
ValueCountFrequency (%)
3.029770593 1
< 0.1%
3.02031774 1
< 0.1%
2.980309412 1
< 0.1%
2.778735344 1
< 0.1%
2.742821988 1
< 0.1%
2.714032732 1
< 0.1%
2.711632356 1
< 0.1%
2.703373068 1
< 0.1%
2.699210856 1
< 0.1%
2.689141999 1
< 0.1%

ld_std_bid_size2
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct68629
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.05406
Minimum0.0005667965
Maximum3.2534018
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:05.112761image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0.0005667965
5-th percentile0.16362202
Q10.65044294
median1.1176562
Q31.4513199
95-th percentile1.8385004
Maximum3.2534018
Range3.252835
Interquartile range (IQR)0.80087699

Descriptive statistics

Standard deviation0.52216244
Coefficient of variation (CV)0.49538209
Kurtosis-0.80907012
Mean1.05406
Median Absolute Deviation (MAD)0.38222698
Skewness-0.16240728
Sum72339.083
Variance0.27265362
MonotonicityNot monotonic
2024-07-01T15:03:05.262808image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1.208437918 1
 
< 0.1%
1.662217689 1
 
< 0.1%
1.635861633 1
 
< 0.1%
0.5059753298 1
 
< 0.1%
1.719065331 1
 
< 0.1%
0.2347781073 1
 
< 0.1%
1.18599332 1
 
< 0.1%
1.500745783 1
 
< 0.1%
1.265847778 1
 
< 0.1%
1.033409539 1
 
< 0.1%
Other values (68619) 68619
> 99.9%
ValueCountFrequency (%)
0.0005667964961 1
< 0.1%
0.0007274092387 1
< 0.1%
0.0007880158059 1
< 0.1%
0.001504139024 1
< 0.1%
0.001555764652 1
< 0.1%
0.001606081737 1
< 0.1%
0.001670756298 1
< 0.1%
0.002811166637 1
< 0.1%
0.002937640056 1
< 0.1%
0.003724402783 1
< 0.1%
ValueCountFrequency (%)
3.253401809 1
< 0.1%
3.201412483 1
< 0.1%
2.944508024 1
< 0.1%
2.856433024 1
< 0.1%
2.801109159 1
< 0.1%
2.780572929 1
< 0.1%
2.75569353 1
< 0.1%
2.751314444 1
< 0.1%
2.74791492 1
< 0.1%
2.733901497 1
< 0.1%

ld_std_ask_size2
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct68629
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.0344122
Minimum0.00010926872
Maximum2.9556729
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:05.414043image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0.00010926872
5-th percentile0.16291014
Q10.64587248
median1.090245
Q31.4216163
95-th percentile1.8114161
Maximum2.9556729
Range2.9555636
Interquartile range (IQR)0.77574387

Descriptive statistics

Standard deviation0.5119196
Coefficient of variation (CV)0.49488937
Kurtosis-0.77852158
Mean1.0344122
Median Absolute Deviation (MAD)0.37668654
Skewness-0.12747752
Sum70990.675
Variance0.26206168
MonotonicityNot monotonic
2024-07-01T15:03:05.575071image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1.360763455 1
 
< 0.1%
0.7710094601 1
 
< 0.1%
1.323530377 1
 
< 0.1%
0.6028997208 1
 
< 0.1%
1.127853576 1
 
< 0.1%
0.1708000643 1
 
< 0.1%
1.360885816 1
 
< 0.1%
1.664725826 1
 
< 0.1%
1.177255067 1
 
< 0.1%
1.067569107 1
 
< 0.1%
Other values (68619) 68619
> 99.9%
ValueCountFrequency (%)
0.0001092687231 1
< 0.1%
0.0004464769175 1
< 0.1%
0.0008525615245 1
< 0.1%
0.00124437639 1
< 0.1%
0.001272247753 1
< 0.1%
0.001292381457 1
< 0.1%
0.001332212176 1
< 0.1%
0.001555703783 1
< 0.1%
0.002153656807 1
< 0.1%
0.002246671438 1
< 0.1%
ValueCountFrequency (%)
2.955672901 1
< 0.1%
2.893509049 1
< 0.1%
2.831569861 1
< 0.1%
2.817376875 1
< 0.1%
2.729540658 1
< 0.1%
2.728510878 1
< 0.1%
2.706918831 1
< 0.1%
2.698092583 1
< 0.1%
2.693488137 1
< 0.1%
2.682798942 1
< 0.1%

ld_std_bid_ask_1
Real number (ℝ)

HIGH CORRELATION 

Distinct68144
Distinct (%)99.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.27131126
Minimum0
Maximum0.95161843
Zeros230
Zeros (%)0.3%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:05.856126image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0.084993008
Q10.20543469
median0.26838911
Q30.34093556
95-th percentile0.4467033
Maximum0.95161843
Range0.95161843
Interquartile range (IQR)0.13550086

Descriptive statistics

Standard deviation0.10668971
Coefficient of variation (CV)0.3932373
Kurtosis0.39161814
Mean0.27131126
Median Absolute Deviation (MAD)0.067115098
Skewness-0.001815529
Sum18619.82
Variance0.011382694
MonotonicityNot monotonic
2024-07-01T15:03:06.000859image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 230
 
0.3%
0.05858162791 4
 
< 0.1%
0.07130330056 3
 
< 0.1%
0.08374910802 3
 
< 0.1%
0.09658770263 3
 
< 0.1%
0.09016370028 3
 
< 0.1%
0.07056052238 3
 
< 0.1%
0.1011059061 3
 
< 0.1%
0.04249957949 3
 
< 0.1%
0.04266025871 3
 
< 0.1%
Other values (68134) 68371
99.6%
ValueCountFrequency (%)
0 230
0.3%
1.651954676 × 10-61
 
< 0.1%
1.682979928 × 10-61
 
< 0.1%
1.726649657 × 10-61
 
< 0.1%
1.748412956 × 10-61
 
< 0.1%
1.817859925 × 10-61
 
< 0.1%
1.871881523 × 10-61
 
< 0.1%
1.915285338 × 10-61
 
< 0.1%
1.921823241 × 10-61
 
< 0.1%
1.939121603 × 10-61
 
< 0.1%
ValueCountFrequency (%)
0.951618433 1
< 0.1%
0.8523822427 1
< 0.1%
0.830712378 1
< 0.1%
0.830678761 1
< 0.1%
0.82524544 1
< 0.1%
0.8240718842 1
< 0.1%
0.796169281 1
< 0.1%
0.7933870554 1
< 0.1%
0.7717618346 1
< 0.1%
0.7707441449 1
< 0.1%

ld_std_bid_ask_2
Real number (ℝ)

HIGH CORRELATION 

Distinct68161
Distinct (%)99.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1766989
Minimum0
Maximum0.58029026
Zeros231
Zeros (%)0.3%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:06.139515image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0.035784204
Q10.14550211
median0.18269156
Q30.2183428
95-th percentile0.2779299
Maximum0.58029026
Range0.58029026
Interquartile range (IQR)0.072840691

Descriptive statistics

Standard deviation0.068182433
Coefficient of variation (CV)0.3858679
Kurtosis0.62011768
Mean0.1766989
Median Absolute Deviation (MAD)0.036346242
Skewness-0.42734154
Sum12126.669
Variance0.0046488441
MonotonicityNot monotonic
2024-07-01T15:03:06.298632image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 231
 
0.3%
0.19980295 3
 
< 0.1%
0.0249922201 3
 
< 0.1%
0.1766705513 3
 
< 0.1%
0.04137989879 3
 
< 0.1%
0.02688500099 3
 
< 0.1%
0.1927239299 2
 
< 0.1%
0.2280192822 2
 
< 0.1%
0.2202769667 2
 
< 0.1%
0.1841318309 2
 
< 0.1%
Other values (68151) 68375
99.6%
ValueCountFrequency (%)
0 231
0.3%
5.499782674 × 10-71
 
< 0.1%
5.578000923 × 10-71
 
< 0.1%
5.632107332 × 10-71
 
< 0.1%
5.755499046 × 10-71
 
< 0.1%
5.849357194 × 10-71
 
< 0.1%
5.877104741 × 10-71
 
< 0.1%
5.93231789 × 10-71
 
< 0.1%
5.964045044 × 10-71
 
< 0.1%
6.082715345 × 10-71
 
< 0.1%
ValueCountFrequency (%)
0.5802902579 1
< 0.1%
0.5339919329 1
< 0.1%
0.5227601528 1
< 0.1%
0.5150877237 1
< 0.1%
0.4908824265 1
< 0.1%
0.487690717 1
< 0.1%
0.4680674076 1
< 0.1%
0.4628034234 1
< 0.1%
0.4619769752 1
< 0.1%
0.4606779516 1
< 0.1%

ld_std_wap_1
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct68629
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00022940492
Minimum9.3489961 × 10-6
Maximum0.0065640944
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:06.447380image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum9.3489961 × 10-6
5-th percentile5.8128055 × 10-5
Q10.00010597916
median0.00016902114
Q30.0002772449
95-th percentile0.00060037935
Maximum0.0065640944
Range0.0065547454
Interquartile range (IQR)0.00017126574

Descriptive statistics

Standard deviation0.00020994191
Coefficient of variation (CV)0.91515873
Kurtosis41.372113
Mean0.00022940492
Median Absolute Deviation (MAD)7.5137232 × 10-5
Skewness4.1704558
Sum15.74383
Variance4.4075607 × 10-8
MonotonicityNot monotonic
2024-07-01T15:03:06.591281image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
7.385756201 × 10-51
 
< 0.1%
0.0003566089625 1
 
< 0.1%
0.0002085586581 1
 
< 0.1%
2.820511944 × 10-51
 
< 0.1%
0.0003952344122 1
 
< 0.1%
9.294409845 × 10-51
 
< 0.1%
0.000292760202 1
 
< 0.1%
0.0001324313456 1
 
< 0.1%
0.0006160076007 1
 
< 0.1%
0.0002603769081 1
 
< 0.1%
Other values (68619) 68619
> 99.9%
ValueCountFrequency (%)
9.348996055 × 10-61
< 0.1%
9.619542903 × 10-61
< 0.1%
1.059369294 × 10-51
< 0.1%
1.192369513 × 10-51
< 0.1%
1.221195601 × 10-51
< 0.1%
1.282452801 × 10-51
< 0.1%
1.290952494 × 10-51
< 0.1%
1.315510115 × 10-51
< 0.1%
1.361749173 × 10-51
< 0.1%
1.367593036 × 10-51
< 0.1%
ValueCountFrequency (%)
0.006564094385 1
< 0.1%
0.005150089894 1
< 0.1%
0.003952823879 1
< 0.1%
0.003876715207 1
< 0.1%
0.003821951845 1
< 0.1%
0.003604553545 1
< 0.1%
0.003324589089 1
< 0.1%
0.00329656635 1
< 0.1%
0.003126303299 1
< 0.1%
0.003052298708 1
< 0.1%

ld_std_wap_2
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct68629
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00031789743
Minimum1.1865238 × 10-6
Maximum0.0084693155
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:06.741960image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum1.1865238 × 10-6
5-th percentile7.6202195 × 10-5
Q10.00014218257
median0.00023285154
Q30.0003867905
95-th percentile0.00084358892
Maximum0.0084693155
Range0.008468129
Interquartile range (IQR)0.00024460793

Descriptive statistics

Standard deviation0.00029787377
Coefficient of variation (CV)0.9370122
Kurtosis33.526591
Mean0.00031789743
Median Absolute Deviation (MAD)0.00010770124
Skewness3.9820807
Sum21.816983
Variance8.8728784 × 10-8
MonotonicityNot monotonic
2024-07-01T15:03:06.886300image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
8.953274111 × 10-51
 
< 0.1%
0.0005419000475 1
 
< 0.1%
0.000320691483 1
 
< 0.1%
3.208913509 × 10-51
 
< 0.1%
0.0006122652391 1
 
< 0.1%
0.0001190143401 1
 
< 0.1%
0.0003077086368 1
 
< 0.1%
0.0001701411819 1
 
< 0.1%
0.0007007540818 1
 
< 0.1%
0.0003341969858 1
 
< 0.1%
Other values (68619) 68619
> 99.9%
ValueCountFrequency (%)
1.186523831 × 10-61
< 0.1%
1.564046298 × 10-61
< 0.1%
1.944608859 × 10-61
< 0.1%
2.046028451 × 10-61
< 0.1%
2.563125906 × 10-61
< 0.1%
2.920655151 × 10-61
< 0.1%
3.060674281 × 10-61
< 0.1%
3.331421105 × 10-61
< 0.1%
3.634124879 × 10-61
< 0.1%
3.821156699 × 10-61
< 0.1%
ValueCountFrequency (%)
0.008469315519 1
< 0.1%
0.005612209427 1
< 0.1%
0.005603598334 1
< 0.1%
0.005125243848 1
< 0.1%
0.004910844872 1
< 0.1%
0.004522389008 1
< 0.1%
0.004481303236 1
< 0.1%
0.004382028804 1
< 0.1%
0.004381747359 1
< 0.1%
0.004318790664 1
< 0.1%

ld_std_volume_overall
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct68629
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.36664627
Minimum0.0052009821
Maximum1.9460871
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:07.026482image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0.0052009821
5-th percentile0.10050259
Q10.26336616
median0.34644508
Q30.45498847
95-th percentile0.67916836
Maximum1.9460871
Range1.9408862
Interquartile range (IQR)0.19162232

Descriptive statistics

Standard deviation0.17315261
Coefficient of variation (CV)0.47226066
Kurtosis1.8768872
Mean0.36664627
Median Absolute Deviation (MAD)0.093950389
Skewness0.89584296
Sum25162.567
Variance0.029981825
MonotonicityNot monotonic
2024-07-01T15:03:07.177080image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.3120823898 1
 
< 0.1%
0.4349796957 1
 
< 0.1%
0.441609796 1
 
< 0.1%
0.3366424345 1
 
< 0.1%
0.3134725014 1
 
< 0.1%
0.1214568251 1
 
< 0.1%
0.4694215557 1
 
< 0.1%
0.4521458682 1
 
< 0.1%
0.7607495785 1
 
< 0.1%
0.3030121451 1
 
< 0.1%
Other values (68619) 68619
> 99.9%
ValueCountFrequency (%)
0.005200982124 1
< 0.1%
0.005920266886 1
< 0.1%
0.007676492274 1
< 0.1%
0.00773481352 1
< 0.1%
0.00880766484 1
< 0.1%
0.0123820324 1
< 0.1%
0.01299858527 1
< 0.1%
0.0131257553 1
< 0.1%
0.01338257538 1
< 0.1%
0.01357206235 1
< 0.1%
ValueCountFrequency (%)
1.946087137 1
< 0.1%
1.428055621 1
< 0.1%
1.407052745 1
< 0.1%
1.395689813 1
< 0.1%
1.389121223 1
< 0.1%
1.359325535 1
< 0.1%
1.3509138 1
< 0.1%
1.347304943 1
< 0.1%
1.342796258 1
< 0.1%
1.338431215 1
< 0.1%

ld_std_volume_difference
Real number (ℝ)

MISSING 

Distinct16058
Distinct (%)100.0%
Missing52571
Missing (%)76.6%
Infinite0
Infinite (%)0.0%
Mean0.96214264
Minimum0.0036169224
Maximum3.1175252
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 MiB
2024-07-01T15:03:07.325294image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Quantile statistics

Minimum0.0036169224
5-th percentile0.53833506
Q10.78422684
median0.94977478
Q31.1235354
95-th percentile1.4291909
Maximum3.1175252
Range3.1139083
Interquartile range (IQR)0.33930856

Descriptive statistics

Standard deviation0.28087643
Coefficient of variation (CV)0.29192805
Kurtosis2.161201
Mean0.96214264
Median Absolute Deviation (MAD)0.16910865
Skewness0.50501558
Sum15450.086
Variance0.078891566
MonotonicityNot monotonic
2024-07-01T15:03:07.476185image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.7452639302 1
 
< 0.1%
1.215811433 1
 
< 0.1%
0.9266800021 1
 
< 0.1%
1.172925255 1
 
< 0.1%
0.9020336163 1
 
< 0.1%
0.8102798195 1
 
< 0.1%
0.6839076204 1
 
< 0.1%
1.103505403 1
 
< 0.1%
0.5306252943 1
 
< 0.1%
1.03894412 1
 
< 0.1%
Other values (16048) 16048
 
23.4%
(Missing) 52571
76.6%
ValueCountFrequency (%)
0.003616922368 1
< 0.1%
0.0145800378 1
< 0.1%
0.02526119283 1
< 0.1%
0.0280524674 1
< 0.1%
0.02993094204 1
< 0.1%
0.03168061144 1
< 0.1%
0.04661559303 1
< 0.1%
0.0475756678 1
< 0.1%
0.05397913695 1
< 0.1%
0.05412200757 1
< 0.1%
ValueCountFrequency (%)
3.117525239 1
< 0.1%
3.107417354 1
< 0.1%
3.097852344 1
< 0.1%
2.936582939 1
< 0.1%
2.900621192 1
< 0.1%
2.673520674 1
< 0.1%
2.659137402 1
< 0.1%
2.599075089 1
< 0.1%
2.537498648 1
< 0.1%
2.426001124 1
< 0.1%

Interactions

2024-07-01T15:03:00.675445image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:38.037972image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:39.594705image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:41.202831image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:42.976367image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:44.646155image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:46.205518image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:47.883353image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:49.458294image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:51.029638image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:52.704465image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:54.227235image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:55.798837image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:57.495394image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:59.026831image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:00.776359image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:38.137825image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:39.696932image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:41.312977image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:43.089032image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:44.746629image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:46.312307image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:47.988142image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:49.561180image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:51.132039image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:52.803409image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:54.331893image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
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2024-07-01T15:02:38.871928image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
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2024-07-01T15:02:43.873534image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:45.480538image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:47.157260image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:48.725390image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:50.299967image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:51.868732image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:53.515763image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:55.068877image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:56.643365image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:58.312060image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:59.918202image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:01.581669image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:38.973861image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:40.549265image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
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2024-07-01T15:02:55.173613image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:56.751885image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:58.422994image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:00.031575image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:01.681052image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:39.069591image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:40.651036image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:42.426922image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:44.091598image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:45.683489image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:47.357270image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:48.928196image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:50.502725image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:52.182464image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:53.716345image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:55.272882image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:56.849740image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:58.516167image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:00.134448image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:01.775016image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:39.172876image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
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2024-07-01T15:02:50.606671image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:52.287444image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:53.815698image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:55.377309image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:56.959630image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:58.618528image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:00.243845image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:01.879158image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:39.279911image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:40.867598image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:42.644586image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:44.314339image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:45.890920image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:47.569897image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:49.141528image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:50.713483image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:52.391776image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:53.918824image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:55.484984image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:57.068084image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:58.720430image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:00.355987image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:01.974183image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:39.375988image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
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2024-07-01T15:02:42.750291image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:44.419378image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:45.986834image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:47.666791image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:49.239225image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:50.812157image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:52.490240image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:54.013440image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:55.584691image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:57.167382image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:58.812883image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:00.458309image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:02.079262image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:39.486535image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:41.085594image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:42.862734image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:44.533721image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:46.098045image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:47.778886image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:49.351484image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:50.922077image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:52.599667image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:54.121737image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:55.694975image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:57.386596image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:02:58.921725image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
2024-07-01T15:03:00.571705image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/

Correlations

2024-07-01T15:03:07.591402image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
ld_std_ask_price1ld_std_ask_price2ld_std_ask_size1ld_std_ask_size2ld_std_bid_ask_1ld_std_bid_ask_2ld_std_bid_price1ld_std_bid_price2ld_std_bid_size1ld_std_bid_size2ld_std_volume_differenceld_std_volume_overallld_std_wap_1ld_std_wap_2target_value
ld_std_ask_price11.0000.9750.1830.3090.0930.4330.9440.9290.1930.3290.1720.3300.9150.8840.839
ld_std_ask_price20.9751.0000.1960.3480.0760.4910.9260.9240.2150.3700.1850.3460.9180.9050.830
ld_std_ask_size10.1830.1961.0000.7430.2280.4300.1710.1910.4970.5340.3300.6390.3310.3190.276
ld_std_ask_size20.3090.3480.7431.0000.1030.5350.3050.3440.5490.7360.2920.7510.5070.5490.422
ld_std_bid_ask_10.0930.0760.2280.1031.0000.6050.0930.0770.2350.1080.4080.165-0.032-0.0740.029
ld_std_bid_ask_20.4330.4910.4300.5350.6051.0000.4280.4830.4480.5470.3700.4840.4440.4540.416
ld_std_bid_price10.9440.9260.1710.3050.0930.4281.0000.9770.2010.3240.1880.3280.9130.8820.839
ld_std_bid_price20.9290.9240.1910.3440.0770.4830.9771.0000.2110.3600.1910.3410.9160.9010.830
ld_std_bid_size10.1930.2150.4970.5490.2350.4480.2010.2111.0000.7520.4020.6490.3500.3390.298
ld_std_bid_size20.3290.3700.5340.7360.1080.5470.3240.3600.7521.0000.3440.7500.5250.5670.440
ld_std_volume_difference0.1720.1850.3300.2920.4080.3700.1880.1910.4020.3441.0000.3440.2050.1830.184
ld_std_volume_overall0.3300.3460.6390.7510.1650.4840.3280.3410.6490.7500.3441.0000.5310.5260.466
ld_std_wap_10.9150.9180.3310.507-0.0320.4440.9130.9160.3500.5250.2050.5311.0000.9740.874
ld_std_wap_20.8840.9050.3190.549-0.0740.4540.8820.9010.3390.5670.1830.5260.9741.0000.844
target_value0.8390.8300.2760.4220.0290.4160.8390.8300.2980.4400.1840.4660.8740.8441.000

Missing values

2024-07-01T15:03:02.341694image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
A simple visualization of nullity by column.
2024-07-01T15:03:02.634176image/svg+xmlMatplotlib v3.8.0, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

target_valueld_std_bid_price1ld_std_ask_price1ld_std_bid_price2ld_std_ask_price2ld_std_bid_size1ld_std_ask_size1ld_std_bid_size2ld_std_ask_size2ld_std_bid_ask_1ld_std_bid_ask_2ld_std_wap_1ld_std_wap_2ld_std_volume_overallld_std_volume_difference
1813340.0013810.0000530.0000600.0000480.0000671.1434441.4247931.2084381.3607630.2822370.1684020.0000740.0000900.312082NaN
590800.0071880.0001600.0002250.0001580.0002351.6276522.0794021.3746451.2338380.1761710.1483160.0004670.0004780.430817NaN
674720.0032070.0001400.0001590.0001700.0002261.5717141.1191271.8934971.5012360.2045410.1856360.0002590.0004370.601381NaN
3871870.0037430.0001690.0001330.0001790.0001371.3903181.5397961.5259191.4314900.3606930.2771380.0001870.0002390.395062NaN
1928460.0038290.0001060.0001000.0001110.0001031.6696881.9281681.6056201.3834800.3299720.2173980.0001520.0002100.550260NaN
4146410.0026700.0001220.0001190.0001240.0001231.3885600.8124580.9565290.9804350.4346800.1978990.0001170.0001740.269573NaN
750660.0013990.0000600.0000630.0000560.0000660.8609840.8826200.6950940.6376090.4110700.1852230.0000630.0000810.285563NaN
1515890.0030270.0001040.0001080.0001090.0001171.0723971.1078120.7434351.0062990.2744110.1771100.0001340.0001800.303003NaN
1092450.0053400.0003960.0003940.0003960.0003930.8740180.8541350.2131870.1382280.0857460.0355880.0003340.0004410.132561NaN
3576730.0018070.0000860.0000870.0000860.0000870.6760350.7453520.1420250.1185170.0995340.0413120.0000810.0001070.0995840.993125
target_valueld_std_bid_price1ld_std_ask_price1ld_std_bid_price2ld_std_ask_price2ld_std_bid_size1ld_std_ask_size1ld_std_bid_size2ld_std_ask_size2ld_std_bid_ask_1ld_std_bid_ask_2ld_std_wap_1ld_std_wap_2ld_std_volume_overallld_std_volume_difference
2355940.0017500.0000880.0000880.0000880.0000881.4152581.4517280.9376420.8816340.4223000.1895320.0000890.0000980.390716NaN
620820.0069380.0001930.0001920.0002340.0002361.6503741.1407891.6400321.0157120.3107190.2662690.0002520.0003360.354934NaN
16890.0056530.0005150.0002390.0005110.0002410.9685390.7716930.8828361.2468750.2198410.1598260.0004250.0007240.352074NaN
1279480.0052730.0002730.0002900.0002970.0003081.0607141.0009400.8984500.9962320.3085850.2308940.0003100.0003430.382034NaN
3323220.0030580.0001780.0001690.0002220.0002391.5135831.7431391.7747221.5546030.2654040.2532850.0002710.0004070.7147690.805393
1492260.0017540.0001000.0001030.0001000.0001030.8527280.9697670.2070660.2558950.1672350.0694170.0000870.0001220.1168101.055626
3858330.0039280.0000680.0000670.0000690.0000701.4979501.3527061.4197261.3886220.2006850.1704130.0001260.0001520.734643NaN
1794010.0015210.0000760.0000840.0000760.0000840.7223541.0681830.2904020.3287750.2725940.1189140.0000770.0000900.171703NaN
3229240.0024830.0000750.0000610.0000790.0000601.4451661.7997421.3264361.4631200.2461660.1804900.0001180.0001420.474381NaN
3843220.0031370.0000980.0000740.0001070.0000861.6252381.3355911.8251941.6609720.2374060.2230350.0001320.0001740.787544NaN